Log-Sobolev inequalities for infinite-dimensional Gibbs measures with non-quadratic interactions
PulseAugur coverage of Log-Sobolev inequalities for infinite-dimensional Gibbs measures with non-quadratic interactions — every cluster mentioning Log-Sobolev inequalities for infinite-dimensional Gibbs measures with non-quadratic interactions across labs, papers, and developer communities, ranked by signal.
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New research quantifies sampling complexity for log-concave and log-Sobolev distributions
A new research paper explores the query complexity of sampling from smooth distributions in d-dimensional space. The study proves that for strongly log-concave targets with a condition number of 2, any randomized sample…
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New isoperimetric approach improves generalization bounds for binary linear classification
Researchers have developed new generalization bounds for binary linear classification using an isoperimetric argument. The study establishes Poincaré and log-Sobolev inequalities for specific data distributions, leading…